{"id":"W2983701642","doi":"10.1210/endrev/bnz014","title":"Review: Diabetes, Obesity, and Cancer—Pathophysiology and Clinical Implications","year":2019,"lang":"en","type":"review","venue":"Endocrine Reviews","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":346,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Entomological Society of Canada; Women's College Hospital; University of Toronto","funders":"Diabetes Canada","keywords":"Medicine; Diabetes mellitus; Obesity; Cancer; Hyperinsulinemia; Breast cancer; Type 2 diabetes; Endometrial cancer; Bioinformatics; Internal medicine; Insulin resistance; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006320492,0.0005900745,0.003482601,0.00005388762,0.00007146494,0.00002380989,0.0003840068,0.000256523,0.00006206725],"category_scores_gemma":[0.0003302483,0.00043905,0.0007202465,0.0001652941,0.0001637773,0.000005781653,0.0005034166,0.0003792744,0.000082502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001917069,"about_ca_system_score_gemma":0.0002129428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001136269,"about_ca_topic_score_gemma":0.00001168222,"domain_scores_codex":[0.9963406,0.0007593316,0.001295826,0.001072469,0.00007542792,0.0004563858],"domain_scores_gemma":[0.9977813,0.00007328385,0.00072937,0.001126048,0.00007401734,0.0002159548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[7.546363e-7,0.00002822046,0.00008600224,0.0453077,0.0001150038,3.443403e-7,4.729831e-7,5.634287e-9,0.000004210224,0.00002655374,0.04570576,0.908725],"study_design_scores_gemma":[0.0001656179,0.00008930503,0.0000506507,0.01566678,0.001789215,0.00001304401,1.846586e-7,2.171411e-7,0.000001971882,0.00003543123,0.9817446,0.0004430172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000212282,0.9968983,0.000003331935,0.00006781446,0.0004664773,0.002184632,0.0001949057,0.00001205105,0.000151257],"genre_scores_gemma":[2.097754e-7,0.9940358,0.0001322868,0.00262471,0.001128754,0.0009868975,0.0005524863,0.00006728948,0.0004715322],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9360388,"threshold_uncertainty_score":0.9998061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07248282127643942,"score_gpt":0.422730087695435,"score_spread":0.3502472664189956,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}